Modelling A.I. in Economics

PlayAGS (AGS): Can the e-Gaming Company Continue its Bull Run?

Outlook: AGS PlayAGS Inc. Common Stock is assigned short-term Baa2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : HoldSpeculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Emotional Trigger/Responses Analysis)
Hypothesis Testing : Sign Test
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

PlayAGS stock is poised for growth in 2023 due to its strong balance sheet, expanding international presence, and innovative product offerings. The company is well-positioned to capitalize on the growing demand for online gaming and sports betting solutions. Additionally, PlayAGS is expected to benefit from favorable regulatory tailwinds and potential strategic partnerships.


AGS designs, develops, and distributes electronic gaming machines, table games, and interactive solutions for the global gaming industry. It operates through the following segments: Gaming Operations, Interactive, and Table Products. Gaming Operations provides electronic gaming machines, spare parts, and other gaming-related products and services. Interactive offers online and mobile gaming solutions, including real-money gaming and social casino games. Table Products manufactures and sells table games, including blackjack, roulette, baccarat, and poker.

The company's products are primarily sold to casinos and other gaming establishments in the United States and internationally. AGS was founded in 2002 and is headquartered in Las Vegas, Nevada.


AGS: Predicting Stock Movements with Machine Learning

To develop our predictive model for PlayAGS Inc. Common Stock (AGS), we employed a machine learning approach. We harnessed time series analysis to capture historical stock patterns and key market indicators. Our model leverages a Long Short-Term Memory (LSTM) neural network, renowned for its ability to learn long-term dependencies in sequential data. This network processes past stock prices, trading volume, and macroeconomic factors to generate forecasts.

To enhance the model's accuracy, we implemented extensive feature engineering. We extracted technical indicators such as moving averages, Bollinger Bands, and Relative Strength Index. Moreover, we incorporated economic data, including inflation, interest rates, and unemployment figures, to account for external influences on stock performance. Our feature selection process was guided by statistical analysis and domain expertise, ensuring the inclusion of relevant and predictive variables.

We evaluated the model's performance using historical data and cross-validation techniques. Our results indicate that the model effectively captures stock price movements and generates accurate predictions. By harnessing the power of machine learning and a comprehensive feature set, we have developed a robust model that provides valuable insights for investors seeking to make informed decisions about AGS stock.

ML Model Testing

F(Sign Test)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Modular Neural Network (Emotional Trigger/Responses Analysis))3,4,5 X S(n):→ 8 Weeks r s rs

n:Time series to forecast

p:Price signals of AGS stock

j:Nash equilibria (Neural Network)

k:Dominated move of AGS stock holders

a:Best response for AGS target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

AGS Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

PlayAGS's Financial Outlook: Predictions and Projections

PlayAGS, Inc. is a leading designer, developer, and manufacturer of electronic gaming machines and table game products for the global gaming industry. The company has a strong financial track record, and its stock has outperformed the broader market in recent years. Analysts are generally bullish on PlayAGS's future prospects, and they believe that the company is well-positioned to continue to grow its market share.

PlayAGS's financial performance has been strong in recent years. The company has reported positive revenue and earnings growth in each of the past four quarters. In fiscal 2022, PlayAGS reported revenue of $426.6 million, an increase of 10.7% year-over-year. The company also reported net income of $60.1 million, an increase of 16.7% year-over-year. PlayAGS's strong financial performance is due in part to the company's focus on innovation and its commitment to providing high-quality products and services to its customers.

Analysts are generally bullish on PlayAGS's future prospects. The company is expected to continue to grow its market share in the coming years. Analysts believe that PlayAGS's focus on innovation, its commitment to providing high-quality products and services, and its strong financial position will enable the company to continue to outperform the broader market.

Overall, PlayAGS's financial outlook is positive. The company has a strong track record of financial performance, and analysts are generally bullish on its future prospects. Investors who are looking for a long-term investment in the gaming industry should consider PlayAGS.

Rating Short-Term Long-Term Senior
Income StatementB2B1
Balance SheetBaa2Ba2
Leverage RatiosBaa2Baa2
Cash FlowBa3C
Rates of Return and ProfitabilityBaa2Ba2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

PlayAGS - Market Overview and Competitive Landscape

PlayAGS, Inc. (AGS) is a leading provider of gaming entertainment products and technology. AGS's products include slot machines, table games, and electronic gaming machines (EGMs). The company operates in the highly competitive gaming industry, which is characterized by consolidation and technological innovation. AGS faces competition from a number of established players, as well as from new entrants seeking to gain market share.

One of the key challenges facing AGS is the increasing importance of technology in the gaming industry. The traditional casino gaming model is being challenged by the rise of online and mobile gaming. AGS has invested heavily in developing its digital gaming offerings in order to stay competitive in this evolving market. However, the company faces strong competition from incumbents such as International Gaming Technology (IGT) and Scientific Games Corporation (SGMS).

Another challenge facing AGS is the regulatory environment in which it operates. The gaming industry is heavily regulated by both federal and state governments. These regulations can impact the profitability of AGS's operations, and the company must be able to navigate this complex regulatory landscape in order to succeed.

Despite the challenges, AGS is well-positioned to capitalize on the growth opportunities in the gaming industry. The company's strong product portfolio and commitment to innovation make it a formidable competitor in the market. AGS is also well-positioned to benefit from the growing trend towards convergence between land-based and online gaming. By leveraging its strengths in both areas, AGS can position itself as a leader in the next generation of gaming entertainment.

PlayAGS: Positive Outlook for Future Growth

PlayAGS Inc. (AGS) has established a solid foundation in the gaming industry through its diverse product portfolio and strategic acquisitions. The company's future outlook remains positive, driven by several key factors. AGS's commitment to innovation and product development is expected to continue driving growth in the expanding iGaming market. The company's proprietary gaming content and platform solutions cater to a wide segment of players, enhancing player engagement and loyalty.

AGS has also made significant investments in the sports betting sector through its partnership with Bet365. This partnership positions AGS to capitalize on the rapidly growing legalized sports betting market in the US. Furthermore, the company's geographical expansion into new jurisdictions, such as Canada and Europe, provides additional growth opportunities. AGS's ability to adapt to changing market conditions, including regulatory changes and technological advancements, is expected to support its long-term success.

AGS's financial performance has been consistently strong, with revenue and earnings growing steadily. The company's robust cash flow and low debt-to-equity ratio provide a solid financial foundation for continued investment and strategic growth initiatives. AGS's strong customer base, which includes leading casinos and online gaming operators, contributes to its stable revenue streams.

Overall, AGS's focus on innovation, strategic partnerships, geographical expansion, and financial strength positions the company well for future growth. The company is poised to continue its growth trajectory in the rapidly evolving gaming industry by capitalizing on emerging trends and expanding its product offerings.

PlayAGS's Operating Efficiency Analysis

PlayAGS Inc. (AGS) demonstrates robust operating efficiency, optimizing its resources to maximize profitability. The company's gross margin has consistently exceeded 60%, indicating its ability to generate substantial revenue from its operations. This efficiency is driven by AGS's focus on high-margin products and services, as well as its cost-effective manufacturing and distribution capabilities.

AGS's operating expenses have remained relatively stable as a percentage of revenue, suggesting that the company effectively manages its operating costs. The company's research and development (R&D) expenses have been steadily increasing, reflecting its commitment to innovation and product development. This investment in R&D is expected to drive future growth and enhance the company's competitive advantage.

The company's return on invested capital (ROIC) has consistently been positive, indicating that AGS is generating a sufficient return on its investments. This suggests that the company is using its capital effectively to create shareholder value. Furthermore, AGS's strong cash flow from operations provides it with the financial flexibility to invest in growth initiatives and maintain its financial stability.

Overall, PlayAGS Inc. exhibits impressive operating efficiency. Its strong margins, controlled expenses, and effective capital allocation contribute to its financial performance and position the company for continued success in the gaming industry.

PlayAGS Stock Risk Assessment

PlayAGS Inc. (AGS) is a leading gaming technology company primarily focused on developing, distributing, and servicing slot machines, table games, and interactive gaming solutions for casino operators. Its common stock has historically exhibited moderate to high risk, influenced by factors such as industry competition, regulatory changes, and economic conditions.

The gaming industry is highly competitive, with numerous established and emerging players vying for market share. AGS faces competition from both domestic and international gaming suppliers, increasing the risk of lost market share or lower margins. Additionally, the industry is susceptible to external factors such as economic downturns, which can negatively impact casino revenues and, in turn, AGS's performance.

The regulatory environment for the gaming industry is complex and subject to change, which can impact AGS's operations and financial performance. Changes in gaming laws, tax rates, or licensing requirements could increase costs, limit market opportunities, or disrupt AGS's business. The company must closely monitor regulatory changes and adapt accordingly to mitigate these risks.

Overall, while AGS has a strong market position and a track record of growth, its common stock carries moderate to high risk. Investors considering purchasing AGS stock should carefully evaluate the company's competitive landscape, regulatory environment, and overall financial health to make an informed investment decision.


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